RRepoGEO

REPOGEO REPORT · LITE

aipotheosis-labs/aci

Default branch main · commit 0006bee0 · scanned 5/13/2026, 3:07:05 AM

GitHub: 4,767 stars · 456 forks

AI VISIBILITY SCORE
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 warn · 0 fail
Objective metadata checks
AI knows your name
3 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface aipotheosis-labs/aci, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition README H1 and opening sentence for AI agents

    Why:

    CURRENT
    # ACI: Open-Source Infra to Power Unified MCP Servers and VibeOps
ACI.dev is the open-source tool-calling platform that hooks up 600+ tools into any agentic IDE or custom AI agent.
    COPY-PASTE FIX
    # ACI: The Open-Source Tool-Calling Platform for AI Agents and Unified MCP Servers
ACI.dev is the open-source platform specifically designed to provide AI agents with secure, intent-aware access to 600+ external tools, exposed via direct function calls or a Unified Model-Context-Protocol (MCP) server.
  • mediumreadme#2
    Add a 'How ACI.dev Differs' section to the README

    Why:

    COPY-PASTE FIX
    ## How ACI.dev Differs from Generic API Gateways or Identity Providers

While ACI.dev handles authentication and API client management, its core focus is providing AI agents with *intent-aware, granularly permissioned access* to external tools. Unlike general-purpose solutions like Auth0 or AWS API Gateway, ACI.dev is purpose-built to translate agentic intents into secure, unified function calls across hundreds of tools, streamlining AI agent development rather than just managing raw API access.
  • lowtopics#3
    Add more specific AI agent and tool orchestration topics

    Why:

    CURRENT
    agents, ai, ai-agents, api, developer-tools, function-calling, integration, llm, mcp, oauth2, open-source, permissions, tools, vibeops
    COPY-PASTE FIX
    agents, ai, ai-agents, ai-orchestration, ai-tooling, api, developer-tools, function-calling, integration, llm, mcp, oauth2, open-source, permissions, tools, tool-orchestration, vibeops

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall
0 / 2
0% of queries surface aipotheosis-labs/aci
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Auth0
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Auth0 · recommended 2×
  2. Okta · recommended 2×
  3. Azure API Management · recommended 1×
  4. AWS API Gateway · recommended 1×
  5. Google Cloud Apigee · recommended 1×
  • CATEGORY QUERY
    How to provide AI agents with unified access to hundreds of external tools securely?
    you: not recommended
    AI recommended (in order):
    1. Azure API Management
    2. AWS API Gateway
    3. Google Cloud Apigee
    4. Auth0
    5. Okta
    6. Azure Active Directory B2C
    7. LangChain
    8. LlamaIndex
    9. HashiCorp Vault
    10. Kong Gateway

    AI recommended 10 alternatives but never named aipotheosis-labs/aci. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Platform to simplify managing OAuth and API clients for AI agent function calls?
    you: not recommended
    AI recommended (in order):
    1. Auth0
    2. Okta
    3. Keycloak
    4. AWS Cognito
    5. Google Cloud Identity Platform
    6. FusionAuth
    7. Clerk

    AI recommended 7 alternatives but never named aipotheosis-labs/aci. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    pass

  • README presence
    pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

  • Compared to common alternatives in this category, what is the core differentiator of aipotheosis-labs/aci?
    pass
    AI named aipotheosis-labs/aci explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts aipotheosis-labs/aci in production, what risks or prerequisites should they evaluate first?
    pass
    AI named aipotheosis-labs/aci explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • In one sentence, what problem does the repo aipotheosis-labs/aci solve, and who is the primary audience?
    pass
    AI named aipotheosis-labs/aci explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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  • Brand-free category queries5 vs 2 in Lite
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